Triple

T17229587
Position Surface form Disambiguated ID Type / Status
Subject socialist calculation debate E418206 entity
Predicate hasProponent P9868 FINISHED
Object Maurice Dobb
Maurice Dobb was a British Marxist economist and economic historian known for his influential analyses of socialism, capitalist development, and central planning.
E1257407 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Maurice Dobb | Statement: [socialist calculation debate, hasProponent, Maurice Dobb]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Maurice Dobb
Context triple: [socialist calculation debate, hasProponent, Maurice Dobb]
  • A. Robert Heilbroner
    Robert Heilbroner was an American economist and historian of economic thought best known for his influential book "The Worldly Philosophers," which surveys the lives and ideas of major economic thinkers.
  • B. Piero Sraffa
    Piero Sraffa was an Italian economist whose critical work on value and distribution, especially in "Production of Commodities by Means of Commodities," profoundly challenged neoclassical theory and revitalized classical political economy.
  • C. Nicholas Kaldor
    Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
  • D. Arthur Lewis
    Arthur Lewis is a fictional character best known as the central figure in the thriller film "The Box," where he and his wife face a morally fraught choice after receiving a mysterious device.
  • E. Ragnar Nurkse
    Ragnar Nurkse was an influential Estonian economist known for his work on development economics and the theory of balanced growth in poor countries.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Maurice Dobb
Triple: [socialist calculation debate, hasProponent, Maurice Dobb]
Generated description
Maurice Dobb was a British Marxist economist and economic historian known for his influential analyses of socialism, capitalist development, and central planning.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Maurice Dobb
Target entity description: Maurice Dobb was a British Marxist economist and economic historian known for his influential analyses of socialism, capitalist development, and central planning.
  • A. Robert Heilbroner
    Robert Heilbroner was an American economist and historian of economic thought best known for his influential book "The Worldly Philosophers," which surveys the lives and ideas of major economic thinkers.
  • B. Piero Sraffa
    Piero Sraffa was an Italian economist whose critical work on value and distribution, especially in "Production of Commodities by Means of Commodities," profoundly challenged neoclassical theory and revitalized classical political economy.
  • C. Nicholas Kaldor
    Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
  • D. Arthur Lewis
    Arthur Lewis is a fictional character best known as the central figure in the thriller film "The Box," where he and his wife face a morally fraught choice after receiving a mysterious device.
  • E. Ragnar Nurkse
    Ragnar Nurkse was an influential Estonian economist known for his work on development economics and the theory of balanced growth in poor countries.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d886d8e96081909870bff6c3d0bf09 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e42df62ec48190b2ed633a5bcc0255 completed April 19, 2026, 1:20 a.m.
NED1 Entity disambiguation (via context triple) batch_6a01675eae08819093427b4dc1ffee5f completed May 11, 2026, 5:21 a.m.
NEDg Description generation batch_6a016a1f6eac8190951ae30f37144d2a completed May 11, 2026, 5:33 a.m.
NED2 Entity disambiguation (via description) batch_6a016a92af248190aaed36040486bf40 completed May 11, 2026, 5:35 a.m.
Created at: April 10, 2026, 5:39 a.m.